| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | new york |
| 2 | Place of Interests | shake shack,starbucks,mcdonalds,pizza |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.775 |
| 1 | Dependent Variable: | rent | AIC: | 71.2352 |
| 2 | Date: | 2020-01-22 14:52 | BIC: | 92.8615 |
| 3 | No. Observations: | 39 | Log-Likelihood: | -22.618 |
| 4 | Df Model: | 12 | F-statistic: | 11.88 |
| 5 | Df Residuals: | 26 | Prob (F-statistic): | 1.11e-07 |
| 6 | R-squared: | 0.846 | Scale: | 0.28012 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 5.13286 | 1.16011 | 4.42446 | 0.000153522 | 2.74822 | 7.51751 |
| population | 7.60376e-07 | 5.91184e-06 | 0.128619 | 0.898649 | -1.13916e-05 | 1.29123e-05 |
| density | -2.94764e-06 | 5.03303e-06 | -0.585659 | 0.563154 | -1.32932e-05 | 7.3979e-06 |
| violent crime | -0.0695328 | 0.0601606 | -1.15579 | 0.258279 | -0.193195 | 0.054129 |
| property crime | 0.0350292 | 0.0696317 | 0.503065 | 0.619154 | -0.108101 | 0.178159 |
| MCDONALDS_count | -0.0286872 | 0.080815 | -0.354974 | 0.725473 | -0.194805 | 0.13743 |
| PIZZA_count | 0.00160516 | 0.032995 | 0.0486485 | 0.961571 | -0.0662171 | 0.0694274 |
| SHAKE SHACK_count | -0.0618872 | 0.138149 | -0.447973 | 0.657883 | -0.345857 | 0.222083 |
| STARBUCKS_count | 0.0457117 | 0.0338138 | 1.35187 | 0.188062 | -0.0237934 | 0.115217 |
| MCDONALDS_mean | -0.000212837 | 0.000152609 | -1.39465 | 0.174923 | -0.000526529 | 0.000100856 |
| PIZZA_mean | 0.00132324 | 0.000576127 | 2.29678 | 0.0299368 | 0.000138992 | 0.00250748 |
| SHAKE SHACK_mean | -1.07182e-05 | 4.74373e-05 | -0.225944 | 0.823012 | -0.000108227 | 8.67907e-05 |
| STARBUCKS_mean | 0.00108625 | 0.0015711 | 0.691396 | 0.495444 | -0.00214318 | 0.00431568 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.588 |
| 1 | Dependent Variable: | sales | AIC: | 379.1284 |
| 2 | Date: | 2020-01-22 14:52 | BIC: | 395.4836 |
| 3 | No. Observations: | 26 | Log-Likelihood: | -176.56 |
| 4 | Df Model: | 12 | F-statistic: | 3.969 |
| 5 | Df Residuals: | 13 | Prob (F-statistic): | 0.00991 |
| 6 | R-squared: | 0.786 | Scale: | 92701. |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 775.588 | 717.573 | 1.08085 | 0.299408 | -774.633 | 2325.81 |
| population | 0.00449208 | 0.00690264 | 0.650778 | 0.526526 | -0.0104202 | 0.0194043 |
| density | -0.0107794 | 0.0041154 | -2.61928 | 0.021215 | -0.0196702 | -0.00188862 |
| violent crime | -60.5445 | 39.9138 | -1.51688 | 0.153232 | -146.773 | 25.684 |
| property crime | 60.1525 | 45.1375 | 1.33265 | 0.205534 | -37.3612 | 157.666 |
| MCDONALDS_count | -118.111 | 52.1888 | -2.26315 | 0.0413892 | -230.858 | -5.36428 |
| PIZZA_count | -7.32173 | 25.5889 | -0.286129 | 0.779288 | -62.6033 | 47.9598 |
| SHAKE SHACK_count | 114.051 | 87.4746 | 1.30382 | 0.214911 | -74.9262 | 303.029 |
| STARBUCKS_count | 34.0937 | 23.5413 | 1.44825 | 0.171233 | -16.7642 | 84.9516 |
| MCDONALDS_mean | -0.280796 | 0.0985308 | -2.84983 | 0.0136615 | -0.493659 | -0.0679328 |
| PIZZA_mean | 0.16204 | 0.391021 | 0.414404 | 0.685335 | -0.682709 | 1.00679 |
| SHAKE SHACK_mean | 0.0100032 | 0.0302849 | 0.330305 | 0.746432 | -0.0554232 | 0.0754297 |
| STARBUCKS_mean | 3.29501 | 1.16823 | 2.82052 | 0.0144505 | 0.771212 | 5.81882 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.175 |
| 1 | Dependent Variable: | roi | AIC: | 70.7445 |
| 2 | Date: | 2020-01-22 14:52 | BIC: | 87.0997 |
| 3 | No. Observations: | 26 | Log-Likelihood: | -22.372 |
| 4 | Df Model: | 12 | F-statistic: | 1.441 |
| 5 | Df Residuals: | 13 | Prob (F-statistic): | 0.261 |
| 6 | R-squared: | 0.571 | Scale: | 0.65456 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 7.15561 | 1.90678 | 3.75273 | 0.00241491 | 3.03627 | 11.275 |
| population | -1.52844e-05 | 1.83421e-05 | -0.833294 | 0.419726 | -5.49101e-05 | 2.43413e-05 |
| density | 2.33871e-05 | 1.09357e-05 | 2.13861 | 0.0520269 | -2.37987e-07 | 4.70122e-05 |
| violent crime | 0.172451 | 0.106061 | 1.62595 | 0.127944 | -0.0566809 | 0.401582 |
| property crime | -0.198826 | 0.119942 | -1.65768 | 0.121303 | -0.457945 | 0.0602935 |
| MCDONALDS_count | 0.21696 | 0.138679 | 1.56447 | 0.141715 | -0.0826385 | 0.516558 |
| PIZZA_count | 0.0306971 | 0.0679965 | 0.451451 | 0.659104 | -0.1162 | 0.177595 |
| SHAKE SHACK_count | -0.283532 | 0.232443 | -1.21979 | 0.244212 | -0.785694 | 0.218631 |
| STARBUCKS_count | -0.0467994 | 0.0625553 | -0.748129 | 0.467702 | -0.181942 | 0.0883431 |
| MCDONALDS_mean | 0.000412481 | 0.000261822 | 1.57543 | 0.139172 | -0.000153151 | 0.000978113 |
| PIZZA_mean | 0.000402869 | 0.00103904 | 0.38773 | 0.70449 | -0.00184185 | 0.00264759 |
| SHAKE SHACK_mean | -2.91023e-05 | 8.04747e-05 | -0.361633 | 0.723436 | -0.000202957 | 0.000144753 |
| STARBUCKS_mean | -0.00753711 | 0.00310428 | -2.42797 | 0.0304467 | -0.0142435 | -0.000830709 |